Blind Second-Order Source Extraction of Instantaneous Noisy Mixtures

Wei Liu; Danilo P. Mandic; Andrzej Cichocki

doi:10.1109/TCSII.2006.881815

Blind Second-Order Source Extraction of Instantaneous Noisy Mixtures

Wei Liu, Danilo P. Mandic, Andrzej Cichocki

Research output: Journal article publication › Journal article › Academic research › peer-review

46 Citations (Scopus)

Abstract

The problem of blind source extraction (BSE) for noisy measurements is addressed in the domain of second-order statistics using the linear predictor method. By extending the results from the noise-free case, two methods for the noisy case are proposed, whereby, for rigor, the effect of noise is removed from the cost function. The so introduced algorithms are based, respectively, on the minimization of the normalized mean square prediction error (MSPE), and the minimization of MPSE. The analysis of the derived BSE algorithms is supported by simulations.

Original language	English
Pages (from-to)	931-935
Number of pages	5
Journal	IEEE Transactions on Circuits and Systems II: Express Briefs
Volume	53
Issue number	9
DOIs	https://doi.org/10.1109/TCSII.2006.881815
Publication status	Published - Sept 2006

Keywords

Additive noise
blind source extraction (BSE)
line learning
on
second-order statistics

ASJC Scopus subject areas

Electrical and Electronic Engineering

More information

10.1109/TCSII.2006.881815

Cite this

@article{5cba1780d6284d3aaf0843b4e85167c1,

title = "Blind Second-Order Source Extraction of Instantaneous Noisy Mixtures",

abstract = "The problem of blind source extraction (BSE) for noisy measurements is addressed in the domain of second-order statistics using the linear predictor method. By extending the results from the noise-free case, two methods for the noisy case are proposed, whereby, for rigor, the effect of noise is removed from the cost function. The so introduced algorithms are based, respectively, on the minimization of the normalized mean square prediction error (MSPE), and the minimization of MPSE. The analysis of the derived BSE algorithms is supported by simulations.",

keywords = "Additive noise, blind source extraction (BSE), line learning, on, second-order statistics",

author = "Wei Liu and Mandic, {Danilo P.} and Andrzej Cichocki",

year = "2006",

month = sep,

doi = "10.1109/TCSII.2006.881815",

language = "English",

volume = "53",

pages = "931--935",

journal = "IEEE Transactions on Circuits and Systems II: Express Briefs",

issn = "1549-7747",

publisher = "IEEE",

number = "9",

}

TY - JOUR

T1 - Blind Second-Order Source Extraction of Instantaneous Noisy Mixtures

AU - Liu, Wei

AU - Mandic, Danilo P.

AU - Cichocki, Andrzej

PY - 2006/9

Y1 - 2006/9

N2 - The problem of blind source extraction (BSE) for noisy measurements is addressed in the domain of second-order statistics using the linear predictor method. By extending the results from the noise-free case, two methods for the noisy case are proposed, whereby, for rigor, the effect of noise is removed from the cost function. The so introduced algorithms are based, respectively, on the minimization of the normalized mean square prediction error (MSPE), and the minimization of MPSE. The analysis of the derived BSE algorithms is supported by simulations.

AB - The problem of blind source extraction (BSE) for noisy measurements is addressed in the domain of second-order statistics using the linear predictor method. By extending the results from the noise-free case, two methods for the noisy case are proposed, whereby, for rigor, the effect of noise is removed from the cost function. The so introduced algorithms are based, respectively, on the minimization of the normalized mean square prediction error (MSPE), and the minimization of MPSE. The analysis of the derived BSE algorithms is supported by simulations.

KW - Additive noise

KW - blind source extraction (BSE)

KW - line learning

KW - on

KW - second-order statistics

UR - http://www.scopus.com/inward/record.url?scp=34047115771&partnerID=8YFLogxK

U2 - 10.1109/TCSII.2006.881815

DO - 10.1109/TCSII.2006.881815

M3 - Journal article

AN - SCOPUS:34047115771

SN - 1549-7747

VL - 53

SP - 931

EP - 935

JO - IEEE Transactions on Circuits and Systems II: Express Briefs

JF - IEEE Transactions on Circuits and Systems II: Express Briefs

IS - 9

ER -

Blind Second-Order Source Extraction of Instantaneous Noisy Mixtures

Abstract

Keywords

ASJC Scopus subject areas

More information

Other files and links

Fingerprint

Cite this